Model Training & Inference Infrastructure Market

Model Training & Inference Infrastructure · Target audience: Developers & Engineering Teams

Name: Model Training & Inference Infrastructure SaaS & AI Software Market Benchmark Dataset
Creator: EarlyLore

Target audienceDevelopers & Engineering Teams183 Mid-Market & Enterprise112 Professionals39 Creators & Solopreneurs20 Small Businesses19 Consumers18 Students & Learners7 Agencies & Service Providers2

183 products

Products and research metrics
Product	Tagline	Visits · Oct	MoM	Domain reg.	Revenue
Groq®groq.comGroq was built for this.	Groq was built for this.	4M	Up10.0%	2007-07	Undisclosed
ModelScopemodelscope.cnFast-forwarding AI development with open-source community.	Fast-forwarding AI development with open-source community.	3.1M	Up5.1%	2022-06	Undisclosed
Runpodrunpod.ioExperiment, train, fine-tune, deploy, scale on one platform	Experiment, train, fine-tune, deploy, scale on one platform	2.9M	Up5.9%	2021-12	Undisclosed
Hedrahedra.comProduction inference. Recursive self-improvement.	Production inference. Recursive self-improvement.	1.1M	Down0.4%	2020-02	Undisclosed
PyTorchOSSpytorch.orgPyTorch Conference North America	PyTorch Conference North America	1.1M	Up4.8%	2016-08	Undisclosed
Modalmodal.comThe platform for production AI	The platform for production AI	918.8K	Down5.5%	1999-03	Undisclosed
Telnyxtelnyx.comInfrastructure for real-time agents.	Infrastructure for real-time agents.	911K	Down12.5%	2009-05	Undisclosed
ReplicateOSSreplicate.comRun AI with an API.	Run AI with an API.	904K	Down8.4%	1998-05	Undisclosed
scikit-learnscikit-learn.orgMachine Learning in Python	Machine Learning in Python	884.7K	Up15.7%	2011-10	Undisclosed
vLLMOSSvllm.aiThe High-Throughput and Memory-Efficient inference and serving engine for LLMs	The High-Throughput and Memory-Efficient inference and serving engine for LLMs	790.9K	Down22.2%	2023-06	Undisclosed
TensorFlowtensorflow.orgAn end-to-end platform for machine learning	An end-to-end platform for machine learning	545.5K	Down2.4%	2015-08	Undisclosed
Qwen Cloudqwencloud.comAccess featured models	Access featured models	459.6K	Down40.2%	2024-07	Undisclosed
ComfyICUcomfy.icuRun ComfyUI in the Cloud	Run ComfyUI in the Cloud	368.3K	Up3.9%	2023-08	Undisclosed
RunwareMCPrunware.aiOn-demand model APIs, serverless and dedicated compute for AI workloads.	On-demand model APIs, serverless and dedicated compute for AI workloads.	333.9K	Up5.8%	2023-09	Undisclosed
LightningOSSlightning.aiBuild, train and deploy your own specialized models.	Build, train and deploy your own specialized models.	310.6K	Down16.2%	2017-12	Undisclosed
SiliconFlowsiliconflow.comOne PlatformAll Your AI Inference Needs	One PlatformAll Your AI Inference Needs	308.8K	Down27.8%	2019-02	Undisclosed
Llamallama.appYour AI. On your computer.	Your AI. On your computer.	271.7K	Down24.1%	2018-07	Undisclosed
Novita AInovita.aiThe AI-Native Cloudfor Builders andAgents	The AI-Native Cloudfor Builders andAgents	271.4K	Down10.4%	2023-09	Undisclosed
Acurastacurast.comReal Decentralized Compute Network	Real Decentralized Compute Network	265.1K	Down60.3%	2022-04	Undisclosed
GMI Cloudgmicloud.aiAI infrastructure built for production scale — GPU clusters, optimized inference, and agent runtime on one unified cloud.	AI infrastructure built for production scale — GPU clusters, optimized inference, and agent runtime on one unified cloud.	252.8K	Down15.8%	2023-12	Undisclosed
ApX Machine LearningMCPapxml.comOpen-weight AI deployment and engineering	Open-weight AI deployment and engineering	252.4K	Down6.5%	2024-01	Undisclosed
Chuteschutes.aiBreakthrough Serverless Compute for AI, at Scale.	Breakthrough Serverless Compute for AI, at Scale.	250.2K	Down15.2%	2024-06	Undisclosed
Yotta Labsyottalabs.aiOn-Demand, Elastic GPU Compute - Built for AI at Scale	On-Demand, Elastic GPU Compute - Built for AI at Scale	221.6K	—	2024-06	Undisclosed
Paperspacepaperspace.comBuild & Run AI/ML Models on NVIDIA H100 GPUs	Build & Run AI/ML Models on NVIDIA H100 GPUs	214.1K	Up9.2%	2000-03	Undisclosed
Crusoecrusoe.aiThe AI factory company	The AI factory company	191K	Down14.1%	2019-01	Undisclosed
Featherlessfeatherless.aiTest any of 40,000+ models effortlessly.	Test any of 40,000+ models effortlessly.	181.8K	Down27.5%	2024-05	$3M/yrClaimed
Quarkusquarkus.ioQuarkus - Supersonic Subatomic Java	Quarkus - Supersonic Subatomic Java	160K	Up9.5%	2018-02	Undisclosed
Thunder ComputeMCPthundercompute.comInstances for developers, GPU sandboxes for agents	Instances for developers, GPU sandboxes for agents	143.8K	Up25.3%	2024-02	Undisclosed
Bentobentoml.comInference On Your Terms	Inference On Your Terms	112.8K	Down18.8%	2018-09	Undisclosed
Infroninfron.aiAI inference forgrowing businesses	AI inference forgrowing businesses	107.4K	Up162%	2026-01	Undisclosed
oMLXOSSomlx.aiLocal AI, no more waiting on your Mac.	Local AI, no more waiting on your Mac.	107.3K	Down27.5%	2025-09	Undisclosed
PaddlePaddlepaddlepaddle.org.cnTrain & Deploy Large AI Models, Faster	Train & Deploy Large AI Models, Faster	101.9K	Down8.2%	2018-08	Undisclosed
FloyoMCPfloyo.aiThe production layer for open-source AI workflows.	The production layer for open-source AI workflows.	100.7K	Down18.7%	2024-09	Undisclosed
OneThingAIonethingai.com裸金属算力租赁	裸金属算力租赁	83.1K	—	2023-07	Undisclosed
Inference.netinference.netBlazing fast inference for open-source, custom, and fine-tuned AI models at massive scale.	Blazing fast inference for open-source, custom, and fine-tuned AI models at massive scale.	78.5K	Up7.1%	2002-09	Undisclosed
Arcee AIarcee.aiOpen models from an American research lab.	Open models from an American research lab.	69.6K	Down24.3%	2023-02	Undisclosed
GLM-4.5glm45.orgGLM-4.5: Advanced open-source LLM with 355B parameters, ranking #3 globally. Download for free with MIT license.	GLM-4.5: Advanced open-source LLM with 355B parameters, ranking #3 globally. Download for free with MIT license.	66K	Up60.3%	2025-07	Undisclosed
Saturn Cloudsaturncloud.ioOpen models at full speed, on dedicated GPUs	Open models at full speed, on dedicated GPUs	64.1K	Down12.7%	2019-01	Undisclosed
Core42core42.aiAccelerate Your AI Journey Today	Accelerate Your AI Journey Today	63K	Down6.2%	2023-06	Undisclosed
GPU Martgpu-mart.comGPU Hosting for Workloads That Never Stop	GPU Hosting for Workloads That Never Stop	57.2K	Down24.5%	2021-11	Undisclosed
Anyscaleanyscale.comFoundation Model builders scale distributed trainingmultimodal data curationembedding generationpost-training workloads on Anyscale	Foundation Model builders scale distributed trainingmultimodal data curationembedding generationpost-training workloads on Anyscale	49.8K	Down23.2%	2000-01	Undisclosed
Aleph Cloudaleph.cloudAI & Web3 Cloud	AI & Web3 Cloud	48K	Up149%	2021-02	Undisclosed
Infinityprojectx.cloudRun Anything On Everything	Run Anything On Everything	47.7K	Down23.9%	2022-04	Undisclosed
SyntheticOSSsynthetic.newRun open-source AI, privately.	Run open-source AI, privately.	45.6K	Down37.9%	2025-05	Undisclosed
QVACOSSqvac.tether.ioThe open-source local AI Ecosystem	The open-source local AI Ecosystem	44.6K	Up107%	2014-01	Undisclosed
Qubrid AIOSSqubrid.comMore than aNeoCloudThe Unified Platform forGPUs & Open Models	More than aNeoCloudThe Unified Platform forGPUs & Open Models	43.2K	—	2023-04	Undisclosed
Krutrim CloudMCPolakrutrim.comIndustry Leading. Future Ready. India Native. Developer First.	Industry Leading. Future Ready. India Native. Developer First.	41K	Down17.5%	2023-07	Undisclosed
Backboardbackboard.ioAdvancing the Frontier of AI Inference	Advancing the Frontier of AI Inference	38K	Up104%	2024-11	Undisclosed
EmpirioLabs AIOSSempiriolabs.aiSpecialized AI model hosting for open, proprietary, and custom stacks	Specialized AI model hosting for open, proprietary, and custom stacks	37.9K	Up15.2%	2025-04	Undisclosed
CKeyckey.vnGPU Cloud & LLM API Services	GPU Cloud & LLM API Services	33.9K	Up95.8%	—	Undisclosed

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